Unverified50% confidenceDecision RuleExact time
If execution success rate is high but task success rate is low, the problem lies in reasoning, planning, or understanding of user intent, rather than the stability of the tool chain.
1
Sources
50%
Confidence
Long-term
Relevance
9/21/2026
First Seen
Sources
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Related Claims
UnverifiedThe effect of few-shot prompting shows strong task dependence, with task nature being the key variable determining whether examples are effective.76% similarUnverifiedIf the execution success rate is also low, it indicates problems with infrastructure, tool integration, or error handling, and engineering-level issues need to be fixed first.75% similarUnverifiedUsers' perception of declining model capabilities may be influenced by rising subjective expectations, differences in task difficulty, and variation in prompt quality.75% similarUnverifiedPrompt engineering includes methods such as few-shot learning, chain-of-thought, and role-setting, and its returns are limited by the stability of the underlying engineering pipeline.74% similarUnverifiedWhen long-horizon tasks fail, engineering factors such as state management, memory mechanisms, and error recovery logic should be examined first, rather than switching to a more powerful model.73% similar
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